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Record W2400518563 · doi:10.1163/22144471-00301003

Religious Decline in Small-Town Rural Ontario Churches: Effects on Levels of Social Capital and Subsequent Innovative Responses

2016· article· en· W2400518563 on OpenAlex
Janet McLellan, Joel R. Barrett

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEcclesial Practices · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicReligion, Society, and Development
Canadian institutionsWilfrid Laurier University
Fundersnot available
KeywordsSocial capitalEconomic growthRural areaCapital (architecture)Political scienceRural communitySmall townSociologyDevelopment economicsSocioeconomicsGeographySocial scienceEconomicsLaw

Abstract

fetched live from OpenAlex

The qualitative data in this article highlights the dynamics of religious change and decline in small town rural churches, reflecting larger trends throughout North America and Europe. 1 It questions the consequences of religious decline, particularly regarding reduced levels of volunteerism 2 and community social capital. 3 This article posits that the decline in institutionalized religion has already had negative effects within small-town rural Ontario communities, specifically the loss of leadership to sustain numerous enterprises that traditionally serve members beyond the church alongside decreased support in various volunteer sectors that also provide a range of services, activities, and programs to the larger community. Following an analysis of the challenges facing churches in a cluster of small rural communities within the Haliburton Highlands, the paper details responses developed by local churches and ministers to continue to meet community needs and maintain their strong presence and high levels of social capital in these non-religious locales.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.853
Threshold uncertainty score0.880

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.052
GPT teacher head0.343
Teacher spread0.291 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it